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1.
Mol Inform ; 43(3): e202300284, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38123523

ABSTRACT

Tuberculosis (TB) is the second leading cause of mortality after COVID-19, with a global death toll of 1.6 million in 2021. The escalating situation of drug-resistant forms of TB has threatened the current TB management strategies. New therapeutics with novel mechanisms of action are urgently required to address the current global TB crisis. The essential mycobacterial primase DnaG with no structural homology to homo sapiens presents itself as a good candidate for drug targeting. In the present study, Mitoxantrone and Vapreotide, two FDA-approved drugs, were identified as potential anti-mycobacterial agents. Both Mitoxantrone and Vapreotide exhibit a strong Minimum Inhibitory Concentration (MIC) of ≤25µg/ml against both the virulent (M.tb-H37Rv) and avirulent (M.tb-H37Ra) strains of M.tb. Extending the validations further revealed the inhibitory potential drugs in ex vivo conditions. Leveraging the computational high-throughput multi-level docking procedures from the pool of ~2700 FDA-approved compounds, Mitoxantrone and Vapreotide were screened out as potential inhibitors of DnaG. Extensive 200 ns long all-atoms molecular dynamic simulation of DnaGDrugs complexes revealed that both drugs bind strongly and stabilize the DnaG during simulations. Reduced solvent exposure and confined motions of the active centre of DnaG upon complexation with drugs indicated that both drugs led to the closure of the active site of DnaG. From this study's findings, we propose Mitoxantrone and Vapreotide as potential anti-mycobacterial agents, with their novel mechanism of action against mycobacterial DnaG.


Subject(s)
Mycobacterium tuberculosis , Somatostatin/analogs & derivatives , Humans , Antitubercular Agents/pharmacology , DNA Primase/chemistry , DNA Primase/metabolism , Mitoxantrone/pharmacology
2.
Microbes Infect ; 26(3): 105284, 2024.
Article in English | MEDLINE | ID: mdl-38145750

ABSTRACT

The increasing prevalence of drug-resistant Tuberculosis (TB) is imposing extreme difficulties in controlling the TB infection rate globally, making treatment critically challenging. To combat the prevailing situation, it is crucial to explore new anti-TB drugs with a novel mechanism of action and high efficacy. The Mycobacterium tuberculosis (M.tb)DciA is an essential protein involved in bacterial replication and regulates its growth. DciA interacts with DNA and provides critical help in binding other replication machinery proteins to the DNA. Moreover, the lack of any structural homology of M.tb DciA with human proteins makes it an appropriate target for drug development. In this study, FDA-approved drugs were virtually screened against M.tb DciA to identify potential inhibitors. Four drugs namely Lanreotide, Risedronate, Triflusal, and Zoledronic acid showed higher molecular docking scores. Further, molecular dynamics simulations analysis of DciA-drugs complexes reported stable interaction, more compactness, and reduced atomic motion. The anti-TB activity of drugs was further evaluated under in vitro and ex vivo conditions where Triflusal was observed to have the best possible activity with the MIC of 25 µg/ml. Our findings present novel DciA inhibitors and anti-TB activity of Triflusal. Further investigations on the use of Triflusal may lead to the discovery of a new anti-TB drug.


Subject(s)
Mycobacterium tuberculosis , Salicylates , Tuberculosis , Humans , Antitubercular Agents/pharmacology , Antitubercular Agents/therapeutic use , Molecular Docking Simulation , Tuberculosis/microbiology , DNA/therapeutic use
3.
Prep Biochem Biotechnol ; 51(5): 488-496, 2021.
Article in English | MEDLINE | ID: mdl-33063604

ABSTRACT

Termitomyces sp. OE 147 is one of the active cellulose degraders in the ecosphere and produces large amount of cellobiose dehydrogenase (CDH) and ß-glucosidases when cultivated on cellulose. In order to investigate its effect on cellulose, a highly purified preparation of CDH was obtained from the culture supernatant of the fungus cultivated on cellulose. A combination of ultrafiltration, ion-exchange and gel-filtration chromatography was used to purify CDH by ∼172-fold to a high specific activity of ∼324 U/mg protein on lactose which was used for routine measurement of enzyme activity. The enzyme displayed a pH optimum of 5.0 and stability between pH 5.0 and 8.0 with maximum catalytic efficiency (kcat/Km) of 397 mM-1 s-1 on cellobiose. Incubation of microcrystalline cellulose with the purified CDH led to production of reducing sugars which was accelerated by the addition of FeCl3 during the early stages of incubation. A mass spectrometric analysis revealed fragmentation products of cellulose which were concluded to be cellodextrins, sugars, and corresponding aldonic acids suggesting that CDH can release reducing sugars in the absence of externally added lytic polysaccharide monooxygenases. Polymerized products of glucose were also detected at low intensity.


Subject(s)
Carbohydrate Dehydrogenases , Cellulose/chemistry , Fungal Proteins , Termitomyces/enzymology , Carbohydrate Dehydrogenases/chemistry , Carbohydrate Dehydrogenases/isolation & purification , Enzyme Stability , Fungal Proteins/chemistry , Fungal Proteins/isolation & purification , Substrate Specificity , Termitomyces/growth & development
4.
Sci Rep ; 10(1): 14660, 2020 Sep 01.
Article in English | MEDLINE | ID: mdl-32868840

ABSTRACT

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

5.
Sci Rep ; 10(1): 5487, 2020 03 26.
Article in English | MEDLINE | ID: mdl-32218465

ABSTRACT

Tuberculosis (TB), an infectious disease caused by Mycobacterium tuberculosis (M.tb), causes highest number of deaths globally for any bacterial disease necessitating novel diagnosis and treatment strategies. High-throughput sequencing methods generate a large amount of data which could be exploited in determining multi-drug resistant (MDR-TB) associated mutations. The present work is a computational framework that uses artificial intelligence (AI) based machine learning (ML) approaches for predicting resistance in the genes rpoB, inhA, katG, pncA, gyrA and gyrB for the drugs rifampicin, isoniazid, pyrazinamide and fluoroquinolones. The single nucleotide variations were represented by several sequence and structural features that indicate the influence of mutations on the target protein coded by each gene. We used ML algorithms - naïve bayes, k nearest neighbor, support vector machine, and artificial neural network, to build the prediction models. The classification models had an average accuracy of 85% across all examined genes and were evaluated on an external unseen dataset to demonstrate their application. Further, molecular docking and molecular dynamics simulations were performed for wild type and predicted resistance causing mutant protein and anti-TB drug complexes to study their impact on the conformation of proteins to confirm the observed phenotype.


Subject(s)
Drug Resistance, Multiple, Bacterial/genetics , Genes, Bacterial , Genes, MDR , Machine Learning , Mycobacterium tuberculosis/genetics , Algorithms , Artificial Intelligence , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Bayes Theorem , Humans , Molecular Docking Simulation , Molecular Dynamics Simulation , Mutation , Mycobacterium tuberculosis/chemistry , Mycobacterium tuberculosis/drug effects , Polymorphism, Single Nucleotide , Tuberculosis, Multidrug-Resistant/drug therapy , Tuberculosis, Multidrug-Resistant/microbiology
6.
Biotechnol Rep (Amst) ; 12: 52-61, 2016 Dec.
Article in English | MEDLINE | ID: mdl-28352554

ABSTRACT

This study evaluates culture filtrate, rich in cellobiose dehydrogenase and laccases, of Termitomyces sp. OE 147, in decolouration and degradation of Reactive blue (RB) 21. About 35% decolouration was achieved at low volumes of the culture supernatant without addition of external redox mediators. An optimized dye to culture fluid ratio (75 ppm: 0.1 ml) at a pH of 4-5 resulted in removal of colour by 60%. The degradation products of RB21 were analysed by Electron Spray Ionization-Mass Spectrometry and several small molecules (of m/z 106-199) were detected. These were concluded to be o-Xylene, 2,3-Dihydro-1H-isoindole, Isoindole-1,3-dione, 2,Benzenesulfonyl-ethanol, (4-Hydroxy-phenyl)-sulfamic acid, 2,3-Dihydro-1H-isoindole-5-sulfonic acid and proposed to result from joint action of cellobiose dehydrogenase, laccase, peroxidases and unidentified oxidoreductases present in the culture fluids. Based on the products formed and the known reactions of these enzymes, a degradation pathway was proposed for RB21. The culture fluid was also effective in decolouration (by about 50%) and detoxification (by ∼25%) of the combined effluent collected from a local mill indicating a treatment process that bypasses use of H2O2 and toxic mediators.

7.
Biochim Biophys Acta ; 1854(10 Pt A): 1290-9, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26164778

ABSTRACT

White-rot fungi are the only organisms known to degrade all basic wood polymers using different strategies of employing a variety of hydrolytic and oxidative enzymes. A comparative secretome analysis of Termitomyces sp. OE147 cultivated on cellulose and lactose was carried out by two-dimensional gel electrophoresis followed by MALDI-TOF/TOF-MS analysis to identify the enzymes coordinately expressed on cellulose. A total of 29 proteins, belonging to CAZy hydrolases (11), CAZy oxidoreductases (13) and some 'other' (5) proteins were identified. Among the CAZy hydrolases, a distinct repertoire of cellulolytic and hemicellulolytic enzymes were produced while among the CAZy oxidoreductases, cellobiose dehydrogenase and laccase were the predominant enzymes along with H2O2 dependent peroxidases. This coordinated expression indicated a unique and integrated system for degradation of not only crystalline cellulose but also other components of lignocellulolytic substrates, namely lignin and xylan. Activities of the identified proteins were confirmed by plate assays and activity measurements. Many of the enzyme activities were also correlated with reduction in the crystallinity index of cellulose. Based on the enhanced production of CDH, ß-glucosidases and several oxidoreductases, a more prominent role of these enzymes is indicated in this fungus in cellulose breakdown.


Subject(s)
Cellulose/metabolism , Fungal Proteins/isolation & purification , Lactose/metabolism , Lignin/metabolism , Termitomyces/enzymology , Wood/metabolism , Xylans/metabolism , Carbohydrate Dehydrogenases/isolation & purification , Carbohydrate Dehydrogenases/metabolism , Cellulases/isolation & purification , Cellulases/metabolism , Electrophoresis, Gel, Two-Dimensional , Fungal Proteins/metabolism , Hydrogen Peroxide/metabolism , Laccase/isolation & purification , Laccase/metabolism , Molecular Sequence Annotation , Oxidoreductases/isolation & purification , Oxidoreductases/metabolism , Peroxidases/isolation & purification , Peroxidases/metabolism , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Termitomyces/chemistry
8.
Appl Biochem Biotechnol ; 173(8): 2099-115, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24929309

ABSTRACT

Class I cellobiose dehydrogenases (CDHs) are extracellular hemoflavo enzymes produced at low levels by the Basidiomycetes (white rot fungi). In presence of suitable electron acceptors, e.g., cytochrome c, 2,6-dichlorophenol-indophenol, or metal ions, it oxidizes cellobiose to cellobionolactone. A stringent requirement for disaccharides makes CDH also useful for conversion of lactose to lactobionic acid, an important ingredient in pharma and detergent industry. In this work, class I CDH was produced using a newly identified white rot fungus Termitomyces sp. OE147. Four media were evaluated for CDH production, and maximum enzyme activity of 0.92 international unit (IU)/ml was obtained on Ludwig medium under submerged conditions. Statistical optimization of N source, which had significant effect on CDH production, using Box-Behnken design followed by optimization of inoculum size and age resulted in an increase in activity to 2.9 IU/ml and a productivity of ~25 IU/l/h. The nearly purified CDH exhibited high activity of 26.4 IU/mg protein on lactose indicating this enzyme to be useful for lactobionic acid synthesis. Some of the internal peptide sequences bore 100 % homology to the CDH produced in Myceliophthora thermophila. The fungal isolate was amenable to scale up, and an overall productivity of ~18 IU/l/h was obtained at 14-l level.


Subject(s)
Carbohydrate Dehydrogenases/metabolism , Fungal Proteins/metabolism , Termitomyces/enzymology , Carbohydrate Dehydrogenases/chemistry , Carbohydrate Dehydrogenases/genetics , Enzyme Stability , Fungal Proteins/chemistry , Fungal Proteins/genetics , Hydrogen-Ion Concentration , Kinetics , Molecular Sequence Data , Molecular Weight , Substrate Specificity , Termitomyces/chemistry , Termitomyces/genetics , Termitomyces/isolation & purification
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